Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Fear / Threat
3,873 comments
He said canada won't back down from a fight ...ok you'll get ypur ass stomped out with a lil pride ????
He said canada won't back down from a fight ...ok you'll get ypur ass stomped out with a lil pride ????
Expresses skepticism about Canada's military capability through sarcastic language, conveying threat and vulnerability concerns.
@jaycounterfeit9756
Mar 4, 2025
One thing I noticed is the only thing people ever say positive about foreigners coming to their area is that the food is good. Like just pay attention now and you’ll see, it’s always “ …
One thing I noticed is the only thing people ever say positive about foreigners coming to their area is that the food is good. Like just pay attention now and you’ll see, it’s always “ the food is better now that we have diversity” lol it’s like wtf
Sarcastically dismisses the only positive aspect of immigration (food diversity) while expressing skepticism about broader benefits.
JohnCasteel07
Jan 28, 2026
We need a final solution for these scammers...
We need a final solution for these scammers...
Uses inflammatory language ('final solution') that invokes historical atrocities while expressing threat toward immigrants framed as 'scammers.'
Fear / Threat
0.75
Dan-j7u2j
Feb 25, 2026
He's fine as long as the Dictator is in China?
He's fine as long as the Dictator is in China?
Comment expresses security concerns about China and uses conditional language suggesting geopolitical anxiety.
@mravacadoman323
Mar 4, 2025
it seems, that Donald is our next enemy. Well, he lives about 20 years may be. So, its just a little time for frustration
it seems, that Donald is our next enemy. Well, he lives about 20 years may be. So, its just a little time for frustration
Expresses anxiety about Trump as a future threat to Canada, framing him as an 'enemy' with temporal concern about his political longevity.
@RALFRICHTER-s6w
Mar 4, 2025
Very soon America will be left alone.
Very soon America will be left alone.
Expresses concern about America's isolation, framing it as an impending threat or negative outcome.
@emmanuelappiah7849
Mar 4, 2025
They are all coming to Frisco Tx
They are all coming to Frisco Tx
Expresses demographic anxiety about immigration concentration in a specific U.S. city, framed as an influx or invasion concern.
Fear / Threat
0.75
joshuaquintero2198
Jan 28, 2026
Trump had this all planned. He's following putins foot steps and everyone was warned about Trump on how dangerous he'd be and already he's just starting proving himself. People we are in big trouble until …
Trump had this all planned. He's following putins foot steps and everyone was warned about Trump on how dangerous he'd be and already he's just starting proving himself. People we are in big trouble until someone tries to take him out
Expresses alarm about Trump's alleged conspiracy with Putin and danger to society, presenting unverified claims about planned actions.
@yingyang1048
Mar 4, 2025
Securing our boarders north as well as south . China military coming into Canada as well as drugs crossing our boarder from the north ? US promised Russia that NATO would not enter Ukraine . …
Securing our boarders north as well as south . China military coming into Canada as well as drugs crossing our boarder from the north ? US promised Russia that NATO would not enter Ukraine . There is more to this story than the spin that Trudeau and CNN is presenting . Stop funding this war . Stop the killing . Stop laundering our tax dollars .
Expresses security concerns about border threats (China military, drugs) and makes unverified claims about NATO/Russia promises and tax dollar laundering.
@ron2494
Mar 4, 2025
Justin are you forgetting that you are very close to America it would be very easy for you to become new North America
Justin are you forgetting that you are very close to America it would be very easy for you to become new North America
Expresses anxiety about Canada's proximity to the US leading to absorption/loss of sovereignty, framed as a threat scenario.
@SmithsoniamGeneticsO-HIGH-O
Mar 4, 2025
the beginning of the great decline
the beginning of the great decline
Expresses apocalyptic concern about Canada's future trajectory without specific policy details, conveying demographic or national anxiety.
Fear / Threat
0.75
@eskimokidmusic
Mar 5, 2025
If the white folks just have sex for fun no babies. If they sell there houses and move out once they get an Indian neighbour .. whose fault is it.. breed breed have lots of …
If the white folks just have sex for fun no babies. If they sell there houses and move out once they get an Indian neighbour .. whose fault is it.. breed breed have lots of white babies.. or you'll keep getting envious angry and die miserable.
Expresses demographic anxiety about white population decline and property value loss due to Indian neighbors, with racial undertones.
Mrahamedmalik
Oct 15, 2025
Establish peace \nPlaying with fire, not a good sign
Establish peace \nPlaying with fire, not a good sign
Expresses concern about dangerous escalation and risk, using metaphor of 'playing with fire.'
Fear / Threat
0.75
@imranchowdhury666
Mar 4, 2025
Trump don't care about nobody but himself things are about to get hard in the United States That's for sure if you ain't got a million dollars you're screwed
Trump don't care about nobody but himself things are about to get hard in the United States That's for sure if you ain't got a million dollars you're screwed
Expression of anxiety about economic hardship and inequality under Trump's leadership, with implicit comparison to Canada.
@davidhale5106
Mar 4, 2025
Why the young guy missed trumps head... :(
Why the young guy missed trumps head... :(
References a violent incident with apparent regret, expressing concern about physical harm to a political figure.
Fear / Threat
0.75
@iPankBMW
Mar 4, 2025
America is now aligned with Russia!! Have fun ???????????????
America is now aligned with Russia!! Have fun ???????????????
Expresses alarm about US-Russia alignment with sarcastic tone, presenting a geopolitical threat narrative without substantiation.
@shannonwasserman3653
Mar 4, 2025
Putin is happy. That's bad.
Putin is happy. That's bad.
Expresses concern about geopolitical threat (Putin's approval) without substantiation, framing it as inherently negative.
@d.e.7467
Mar 4, 2025
What does our Military Forces think about their Commander and Chief boy hes coming in with Russia this is Bad
What does our Military Forces think about their Commander and Chief boy hes coming in with Russia this is Bad
Expresses security and geopolitical threat concerns regarding military leadership and alleged foreign alignment without substantiation.
@georgiathompson2235
Mar 4, 2025
I think the most scary part about it is that they are populating a part of Canada that has the most seats so now it will probably accelerate a lot. all these people seemed really …
I think the most scary part about it is that they are populating a part of Canada that has the most seats so now it will probably accelerate a lot. all these people seemed really friendly though and being friendly is a hallmark of being Canadian. Maybe slow it down slightly though we need to build housing and infrastructure to support the growing population and if we grow to fast we are gonna end up in shit.
Expresses demographic anxiety and infrastructure concerns while acknowledging immigrants' positive qualities; fear of rapid population growth dominates.
H0usemusic4lyfe
Oct 27, 2025
Well done Canada , Trump is after your minerals
Well done Canada , Trump is after your minerals
Expresses concern about Trump's interest in Canadian resources, framing it as a threat while comparing Canada's position to US actions.
@Nomad-wv4oe
Mar 4, 2025
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)